Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:43:10.509199Z
Paper Citation Record · LEDGER
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers
As of 18 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2608.12918.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
19 of 19 outbound references displayed
- verified exact0
- verified fuzzy15
- unresolved4
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 55067b7d-d0ae-4125-8241-18254a7797f0 · outbound
This paper cites A neural network based channel estimation scheme for OFDM system,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers A neural network based channel estimation scheme for OFDM system,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.858170Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 222f8f91-5562-484c-affa-e218beffbdb2 · outbound
This paper cites A Low Complexity Learning-Based Channel Estimation for OFDM Systems With Online Training,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers A Low Complexity Learning-Based Channel Estimation for OFDM Systems With Online Training,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.839787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d43cc8db-6c91-452c-9905-323f5241eda7 · outbound
This paper cites DeepRx: Fully Convolutional Deep Learning Receiver,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers DeepRx: Fully Convolutional Deep Learning Receiver,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.822939Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7d25d276-f8ed-4f8b-b865-e7be7e098a49 · outbound
This paper cites HybridDeepRx: Deep Learning Receiver for High-EVM Signals,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers HybridDeepRx: Deep Learning Receiver for High-EVM Signals,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.806644Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5df2bbc8-f97f-4742-8fc6-9368bccbee34 · outbound
This paper cites Study on 6G Scenarios and Requirements,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Study on 6G Scenarios and Requirements,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.790429Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ed7abdf4-eb62-4298-953c-70d4cb762142 · outbound
This paper cites Feature Lead summary on 6G waveform,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Feature Lead summary on 6G waveform,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.774112Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5edde409-ca78-4ce0-ab88-f4de807d69a1 · outbound
This paper cites Channel estimation techniques based on pilot arrangement in OFDM systems,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Channel estimation techniques based on pilot arrangement in OFDM systems,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.757116Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 909cb361-1f39-447b-adff-cc2ecf3b3043 · outbound
This paper cites A comparison of pilot-aided channel estimation methods for OFDM systems,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers A comparison of pilot-aided channel estimation methods for OFDM systems,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.740352Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e4554ff9-cf44-4f55-9847-7e724fb1d9fe · outbound
This paper cites CD3-OFDM: a novel demodulation scheme for fixed and mobile receivers,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers CD3-OFDM: a novel demodulation scheme for fixed and mobile receivers,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.723355Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6deb4ae7-883a-4093-a8d0-cf3509f75090 · outbound
This paper cites A comparative study of iterative channel estimators for mobile ofdm systems,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers A comparative study of iterative channel estimators for mobile ofdm systems,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.705300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3ddbbddd-9d0b-4b41-bde3-5929e0b37dd4 · outbound
This paper cites Multi-input multi-output fading channel tracking and equalization using Kalman estimation,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Multi-input multi-output fading channel tracking and equalization using Kalman estimation,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.687295Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 56fe470f-813c-4608-ab3f-1a6eb5882e3e · outbound
This paper cites Adapting to Reality: Over-the-Air Validation of AI - Based Receivers Trained with Simulated Channels,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Adapting to Reality: Over-the-Air Validation of AI - Based Receivers Trained with Simulated Channels,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.668025Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7e58d334-c9e1-456f-b7ed-e02340dff975 · outbound
This paper cites an unresolved cited work.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-15T20:43:10.650047Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c1228184-93e7-4cd9-973a-f8f458f9ee39 · outbound
This paper cites Axial Attention in Multidimensional Transformers.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Axial Attention in Multidimensional Transformers
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:43:10.484405Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fdfd3f5-3e60-4e1e-880e-8770cc83dc08 · outbound
This paper cites Patches Are All You Need?.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Patches Are All You Need?
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:43:10.489402Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 79d80d29-2ffe-46f6-a6fa-56888ef5a690 · outbound
This paper cites Deep Residual Learning for Image Recognition,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Deep Residual Learning for Image Recognition,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.633347Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 09f7e3fd-e220-47c7-9a86-4b328ad99283 · outbound
This paper cites Study on channel model for frequencies from 0.5 to 100 GHz,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Study on channel model for frequencies from 0.5 to 100 GHz,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.617059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 83ea2784-d61f-4b80-a5d6-6747bfa2e250 · outbound
This paper cites Sionna: An Open-Source Library for Next-Generation Physical Layer Research.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T20:43:10.503945Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01cea744-9403-4ed7-9664-e34dba6322ec · outbound
This paper cites Classification in the Presence of Label Noise: A Survey,.
Input-Correlated Supervision Noise Limits the Benefits of OTA Training for Learned Receivers Classification in the Presence of Label Noise: A Survey,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-15T20:43:10.600840Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
No inbound Pith citation observations are available.